{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from numpy import expand_dims\n",
    "from keras.preprocessing.image import load_img\n",
    "from keras.preprocessing.image import img_to_array\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from matplotlib import pyplot\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the image\n",
    "sample_image = load_img('Hoover.jpg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert to numpy array\n",
    "imageData = img_to_array(sample_image)\n",
    "# expand dimension to one sample\n",
    "samples = expand_dims(imageData, 0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create image data augmentation generator\n",
    "dataGenerator = ImageDataGenerator(width_shift_range=[-150,150])\n",
    "\n",
    "# prepare iterator\n",
    "dataIterator = dataGenerator.flow(samples, batch_size=1)\n",
    "# generate samples and plot\n",
    "for i in range(9):\n",
    "    # define subplot\n",
    "    pyplot.subplot(250 + 1 + i)\n",
    "    # generate batch of images\n",
    "    batch = dataIterator.next()\n",
    "    # convert to unsigned integers for viewing\n",
    "    image = batch[0].astype('uint8')\n",
    "    # plot raw pixel data\n",
    "    pyplot.imshow(image)\n",
    "# show the figure\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create image data augmentation generator\n",
    "dataGenerator = ImageDataGenerator(height_shift_range=[-0.4])\n",
    "\n",
    "# prepare iterator\n",
    "dataIterator = dataGenerator.flow(samples, batch_size=1)\n",
    "# generate samples and plot\n",
    "for i in range(9):\n",
    "    # define subplot\n",
    "    pyplot.subplot(250 + 1 + i)\n",
    "    # generate batch of images\n",
    "    batch = dataIterator.next()\n",
    "    # convert to unsigned integers for viewing\n",
    "    image = batch[0].astype('uint8')\n",
    "    # plot raw pixel data\n",
    "    pyplot.imshow(image)\n",
    "# show the figure\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create image data augmentation generator\n",
    "dataGenerator = ImageDataGenerator(horizontal_flip=True)\n",
    "\n",
    "# prepare iterator\n",
    "dataIterator = dataGenerator.flow(samples, batch_size=1)\n",
    "# generate samples and plot\n",
    "for i in range(9):\n",
    "    # define subplot\n",
    "    pyplot.subplot(250 + 1 + i)\n",
    "    # generate batch of images\n",
    "    batch = dataIterator.next()\n",
    "    # convert to unsigned integers for viewing\n",
    "    image = batch[0].astype('uint8')\n",
    "    # plot raw pixel data\n",
    "    pyplot.imshow(image)\n",
    "# show the figure\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create image data augmentation generator\n",
    "dataGenerator = ImageDataGenerator(rotation_range=60)\n",
    "\n",
    "# prepare iterator\n",
    "dataIterator = dataGenerator.flow(samples, batch_size=1)\n",
    "# generate samples and plot\n",
    "for i in range(9):\n",
    "    # define subplot\n",
    "    pyplot.subplot(250 + 1 + i)\n",
    "    # generate batch of images\n",
    "    batch = dataIterator.next()\n",
    "    # convert to unsigned integers for viewing\n",
    "    image = batch[0].astype('uint8')\n",
    "    # plot raw pixel data\n",
    "    pyplot.imshow(image)\n",
    "# show the figure\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create image data augmentation generator\n",
    "dataGenerator = ImageDataGenerator(brightness_range=[0.15,0.9])\n",
    "\n",
    "# prepare iterator\n",
    "dataIterator = dataGenerator.flow(samples, batch_size=1)\n",
    "# generate samples and plot\n",
    "for i in range(9):\n",
    "    # define subplot\n",
    "    pyplot.subplot(250 + 1 + i)\n",
    "    # generate batch of images\n",
    "    batch = dataIterator.next()\n",
    "    # convert to unsigned integers for viewing\n",
    "    image = batch[0].astype('uint8')\n",
    "    # plot raw pixel data\n",
    "    pyplot.imshow(image)\n",
    "# show the figure\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create image data augmentation generator\n",
    "dataGenerator = ImageDataGenerator(zoom_range=[0.15,0.9])\n",
    "\n",
    "# prepare iterator\n",
    "dataIterator = dataGenerator.flow(samples, batch_size=1)\n",
    "# generate samples and plot\n",
    "for i in range(9):\n",
    "    # define subplot\n",
    "    pyplot.subplot(250 + 1 + i)\n",
    "    # generate batch of images\n",
    "    batch = dataIterator.next()\n",
    "    # convert to unsigned integers for viewing\n",
    "    image = batch[0].astype('uint8')\n",
    "    # plot raw pixel data\n",
    "    pyplot.imshow(image)\n",
    "# show the figure\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
